During the transformation process, source sentences that present a complex linguistic structure are converted into a hierarchical representation of core facts and associated contexts that are connected by rhetorical relations capturing their semantic relationship similar to Rhetorical Structure Theory (RST) [1]}. These compact, syntactically sound structures ease the problem of recognizing predicate-argument relations that are contained in the input without losing their semantic dependencies.
